Profile Report FD002

Dataset statistics

Number of variables	27
Number of observations	53759
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	11.1 MiB
Average record size in memory	216.0 B

Variable types

Numeric	24
Categorical	3

Alerts

`Cycle` is highly overall correlated with `RUL`	High correlation
`Operation Setting 1` is highly overall correlated with `Operation Setting 2` and 20 other fields	High correlation
`Operation Setting 2` is highly overall correlated with `Operation Setting 1` and 18 other fields	High correlation
`Operation Setting 3` is highly overall correlated with `Operation Setting 1` and 14 other fields	High correlation
`RUL` is highly overall correlated with `Cycle`	High correlation
`Sensor Measure 1` is highly overall correlated with `Operation Setting 1` and 19 other fields	High correlation
`Sensor Measure 10` is highly overall correlated with `Operation Setting 1` and 22 other fields	High correlation
`Sensor Measure 11` is highly overall correlated with `Operation Setting 1` and 22 other fields	High correlation
`Sensor Measure 12` is highly overall correlated with `Operation Setting 1` and 19 other fields	High correlation
`Sensor Measure 13` is highly overall correlated with `Operation Setting 3` and 11 other fields	High correlation
`Sensor Measure 14` is highly overall correlated with `Operation Setting 3` and 13 other fields	High correlation
`Sensor Measure 15` is highly overall correlated with `Operation Setting 1` and 21 other fields	High correlation
`Sensor Measure 16` is highly overall correlated with `Operation Setting 1` and 19 other fields	High correlation
`Sensor Measure 17` is highly overall correlated with `Operation Setting 1` and 22 other fields	High correlation
`Sensor Measure 18` is highly overall correlated with `Operation Setting 1` and 22 other fields	High correlation
`Sensor Measure 19` is highly overall correlated with `Operation Setting 1` and 16 other fields	High correlation
`Sensor Measure 2` is highly overall correlated with `Operation Setting 1` and 21 other fields	High correlation
`Sensor Measure 20` is highly overall correlated with `Operation Setting 1` and 18 other fields	High correlation
`Sensor Measure 21` is highly overall correlated with `Operation Setting 1` and 18 other fields	High correlation
`Sensor Measure 3` is highly overall correlated with `Operation Setting 1` and 22 other fields	High correlation
`Sensor Measure 4` is highly overall correlated with `Operation Setting 1` and 22 other fields	High correlation
`Sensor Measure 5` is highly overall correlated with `Operation Setting 1` and 18 other fields	High correlation
`Sensor Measure 6` is highly overall correlated with `Operation Setting 1` and 18 other fields	High correlation
`Sensor Measure 7` is highly overall correlated with `Operation Setting 1` and 18 other fields	High correlation
`Sensor Measure 8` is highly overall correlated with `Operation Setting 1` and 21 other fields	High correlation
`Sensor Measure 9` is highly overall correlated with `Operation Setting 1` and 22 other fields	High correlation
`Operation Setting 2` has 4187 (7.8%) zeros	Zeros

Reproduction

Analysis started	2024-06-01 18:40:07.815930
Analysis finished	2024-06-01 18:41:35.189659
Duration	1 minute and 27.37 seconds
Software version	ydata-profiling v4.8.3
Download configuration	config.json

UnitNumber
Real number (ℝ)

Distinct	260
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	131.08298

Minimum	1
Maximum	260
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	420.1 KiB

Quantile statistics

Minimum	1
5-th percentile	14
Q1	68
median	131
Q3	195
95-th percentile	248
Maximum	260
Range	259
Interquartile range (IQR)	127

Descriptive statistics

Standard deviation	74.463862
Coefficient of variation (CV)	0.56806658
Kurtosis	-1.1565283
Mean	131.08298
Median Absolute Deviation (MAD)	63
Skewness	0.008221439
Sum	7046890
Variance	5544.8667
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
112	378	0.7%
88	365	0.7%
85	347	0.6%
118	344	0.6%
31	343	0.6%
255	340	0.6%
260	316	0.6%
257	309	0.6%
158	308	0.6%
94	306	0.6%
Other values (250)	50403	93.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	149	0.3%
2	269	0.5%
3	206	0.4%
4	235	0.4%
5	154	0.3%
6	175	0.3%
7	174	0.3%
8	151	0.3%
9	199	0.4%
10	184	0.3%

Value	Count	Frequency (%)
260	316	0.6%
259	205	0.4%
258	143	0.3%
257	309	0.6%
256	163	0.3%
255	340	0.6%
254	260	0.5%
253	149	0.3%
252	135	0.3%
251	266	0.5%

Cycle
Real number (ℝ)

HIGH CORRELATION

Distinct	378
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	109.15475

Minimum	1
Maximum	378
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	420.1 KiB

Quantile statistics

Minimum	1
5-th percentile	11
Q1	52
median	104
Q3	157
95-th percentile	231
Maximum	378
Range	377
Interquartile range (IQR)	105

Descriptive statistics

Standard deviation	69.180569
Coefficient of variation (CV)	0.63378434
Kurtosis	-0.22701327
Mean	109.15475
Median Absolute Deviation (MAD)	52
Skewness	0.50086424
Sum	5868050
Variance	4785.9511
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	260	0.5%
66	260	0.5%
96	260	0.5%
2	260	0.5%
94	260	0.5%
93	260	0.5%
92	260	0.5%
91	260	0.5%
90	260	0.5%
89	260	0.5%
Other values (368)	51159	95.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	260	0.5%
2	260	0.5%
3	260	0.5%
4	260	0.5%
5	260	0.5%
6	260	0.5%
7	260	0.5%
8	260	0.5%
9	260	0.5%
10	260	0.5%

Value	Count	Frequency (%)
378	1	< 0.1%
377	1	< 0.1%
376	1	< 0.1%
375	1	< 0.1%
374	1	< 0.1%
373	1	< 0.1%
372	1	< 0.1%
371	1	< 0.1%
370	1	< 0.1%
369	1	< 0.1%

Operation Setting 1
Real number (ℝ)

HIGH CORRELATION

Distinct	536
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.998407

Minimum	0
Maximum	42.008
Zeros	145
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	420.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0.001
Q1	10.0046
median	25.0013
Q3	41.998
95-th percentile	42.006
Maximum	42.008
Range	42.008
Interquartile range (IQR)	31.9934

Descriptive statistics

Standard deviation	14.747376
Coefficient of variation (CV)	0.61451478
Kurtosis	-1.2254323
Mean	23.998407
Median Absolute Deviation (MAD)	14.9967
Skewness	-0.25869896
Sum	1290130.4
Variance	217.4851
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.002	310	0.6%
0.0004	308	0.6%
0.0026	293	0.5%
0.0029	285	0.5%
0.0022	281	0.5%
0.0002	278	0.5%
0.0027	277	0.5%
0.0013	274	0.5%
0.0016	273	0.5%
0.0007	273	0.5%
Other values (526)	50907	94.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	145	0.3%
0.0001	267	0.5%
0.0002	278	0.5%
0.0003	265	0.5%
0.0004	308	0.6%
0.0005	257	0.5%
0.0006	259	0.5%
0.0007	273	0.5%
0.0008	262	0.5%
0.0009	242	0.5%

Value	Count	Frequency (%)
42.008	62	0.1%
42.0079	140	0.3%
42.0078	132	0.2%
42.0077	140	0.3%
42.0076	150	0.3%
42.0075	146	0.3%
42.0074	131	0.2%
42.0073	117	0.2%
42.0072	119	0.2%
42.0071	133	0.2%

Operation Setting 2
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	105
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.57205635

Minimum	0
Maximum	0.842
Zeros	4187
Zeros (%)	7.8%
Negative	0
Negative (%)	0.0%
Memory size	420.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.2507
median	0.7
Q3	0.84
95-th percentile	0.8415
Maximum	0.842
Range	0.842
Interquartile range (IQR)	0.5893

Descriptive statistics

Standard deviation	0.31001598
Coefficient of variation (CV)	0.54193259
Kurtosis	-0.86747978
Mean	0.57205635
Median Absolute Deviation (MAD)	0.14
Skewness	-0.83490945
Sum	30753.177
Variance	0.09610991
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.84	11106	20.7%
0	4187	7.8%
0.25	4138	7.7%
0.62	4128	7.7%
0.7	4097	7.6%
0.8403	572	1.1%
0.8401	558	1.0%
0.8414	557	1.0%
0.8418	552	1.0%
0.8404	548	1.0%
Other values (95)	23316	43.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4187	7.8%
0.0001	190	0.4%
0.0002	225	0.4%
0.0003	187	0.3%
0.0004	196	0.4%
0.0005	176	0.3%
0.0006	196	0.4%
0.0007	177	0.3%
0.0008	220	0.4%
0.0009	188	0.3%

Value	Count	Frequency (%)
0.842	245	0.5%
0.8419	502	0.9%
0.8418	552	1.0%
0.8417	497	0.9%
0.8416	544	1.0%
0.8415	529	1.0%
0.8414	557	1.0%
0.8413	545	1.0%
0.8412	515	1.0%
0.8411	520	1.0%

Operation Setting 3
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

100.0	45757
60.0	8002

Length

Max length	5
Median length	5
Mean length	4.8511505
Min length	4

Characters and Unicode

Total characters	260793
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	100.0
2nd row	100.0
3rd row	60.0
4th row	100.0
5th row	60.0

Common Values

Value	Count	Frequency (%)
100.0	45757	85.1%
60.0	8002	14.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
100.0	45757	85.1%
60.0	8002	14.9%

Most occurring characters

Value	Count	Frequency (%)
0	153275	58.8%
.	53759	20.6%
1	45757	17.5%
6	8002	3.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	260793	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	153275	58.8%
.	53759	20.6%
1	45757	17.5%
6	8002	3.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	260793	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	153275	58.8%
.	53759	20.6%
1	45757	17.5%
6	8002	3.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	260793	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	153275	58.8%
.	53759	20.6%
1	45757	17.5%
6	8002	3.1%

Sensor Measure 1
Real number (ℝ)

HIGH CORRELATION

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	472.91021

Minimum	445
Maximum	518.67
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	420.1 KiB

Quantile statistics

Minimum	445
5-th percentile	445
Q1	445
median	462.54
Q3	491.19
95-th percentile	518.67
Maximum	518.67
Range	73.67
Interquartile range (IQR)	46.19

Descriptive statistics

Standard deviation	26.389707
Coefficient of variation (CV)	0.055802786
Kurtosis	-1.1810244
Mean	472.91021
Median Absolute Deviation (MAD)	17.54
Skewness	0.45447077
Sum	25423180
Variance	696.41665
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
445	13458	25.0%
491.19	8122	15.1%
489.05	8096	15.1%
518.67	8044	15.0%
449.44	8037	15.0%
462.54	8002	14.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
445	13458	25.0%
449.44	8037	15.0%
462.54	8002	14.9%
489.05	8096	15.1%
491.19	8122	15.1%
518.67	8044	15.0%

Value	Count	Frequency (%)
518.67	8044	15.0%
491.19	8122	15.1%
489.05	8096	15.1%
462.54	8002	14.9%
449.44	8037	15.0%
445	13458	25.0%

Sensor Measure 2
Real number (ℝ)

HIGH CORRELATION

Distinct	1590
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	579.6724

Minimum	535.53
Maximum	644.52
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	420.1 KiB

Quantile statistics

Minimum	535.53
5-th percentile	536.71
Q1	549.57
median	555.98
Q3	607.34
95-th percentile	642.86
Maximum	644.52
Range	108.99
Interquartile range (IQR)	57.77

Descriptive statistics

Standard deviation	37.289399
Coefficient of variation (CV)	0.064328402
Kurtosis	-1.3125035
Mean	579.6724
Median Absolute Deviation (MAD)	19.28
Skewness	0.43747539
Sum	31162609
Variance	1390.4993
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
549.7	146	0.3%
549.55	144	0.3%
549.65	138	0.3%
549.69	138	0.3%
549.53	134	0.2%
549.71	133	0.2%
549.57	132	0.2%
549.61	132	0.2%
549.52	129	0.2%
549.42	129	0.2%
Other values (1580)	52404	97.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
535.53	1	< 0.1%
535.68	1	< 0.1%
535.71	1	< 0.1%
535.78	2	< 0.1%
535.79	1	< 0.1%
535.8	2	< 0.1%
535.81	1	< 0.1%
535.82	2	< 0.1%
535.83	1	< 0.1%
535.84	1	< 0.1%

Value	Count	Frequency (%)
644.52	1	< 0.1%
644.41	1	< 0.1%
644.38	1	< 0.1%
644.34	1	< 0.1%
644.27	2	< 0.1%
644.26	1	< 0.1%
644.25	1	< 0.1%
644.22	2	< 0.1%
644.16	1	< 0.1%
644.15	4	< 0.1%

Sensor Measure 3
Real number (ℝ)

HIGH CORRELATION

Distinct	12305
Distinct (%)	22.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1419.971

Minimum	1243.73
Maximum	1612.88
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	420.1 KiB

Quantile statistics

Minimum	1243.73
5-th percentile	1260.24
Q1	1352.76
median	1369.18
Q3	1499.37
95-th percentile	1592.671
Maximum	1612.88
Range	369.15
Interquartile range (IQR)	146.61

Descriptive statistics

Standard deviation	105.94634
Coefficient of variation (CV)	0.074611622
Kurtosis	-1.1345419
Mean	1419.971
Median Absolute Deviation (MAD)	108.17
Skewness	0.16438574
Sum	76336222
Variance	11224.627
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1352.4	22	< 0.1%
1363.07	21	< 0.1%
1354.14	19	< 0.1%
1354.19	19	< 0.1%
1353.67	19	< 0.1%
1356.02	18	< 0.1%
1362.52	18	< 0.1%
1359.52	18	< 0.1%
1357.46	18	< 0.1%
1356.82	18	< 0.1%
Other values (12295)	53569	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1243.73	1	< 0.1%
1244.98	1	< 0.1%
1245.81	1	< 0.1%
1246.72	1	< 0.1%
1247.01	1	< 0.1%
1247.06	1	< 0.1%
1247.19	1	< 0.1%
1247.75	1	< 0.1%
1247.76	1	< 0.1%
1247.79	1	< 0.1%

Value	Count	Frequency (%)
1612.88	1	< 0.1%
1612.34	1	< 0.1%
1610.87	1	< 0.1%
1610.63	1	< 0.1%
1610.11	1	< 0.1%
1609.77	1	< 0.1%
1609.68	1	< 0.1%
1609.54	1	< 0.1%
1609.46	1	< 0.1%
1609.27	1	< 0.1%

Sensor Measure 4
Real number (ℝ)

HIGH CORRELATION

Distinct	15411
Distinct (%)	28.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1205.442

Minimum	1023.77
Maximum	1439.23
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	420.1 KiB

Quantile statistics

Minimum	1023.77
5-th percentile	1047.02
Q1	1123.655
median	1138.89
Q3	1306.85
95-th percentile	1411.76
Maximum	1439.23
Range	415.46
Interquartile range (IQR)	183.195

Descriptive statistics

Standard deviation	119.12343
Coefficient of variation (CV)	0.098821366
Kurtosis	-1.1065819
Mean	1205.442
Median Absolute Deviation (MAD)	92
Skewness	0.42889459
Sum	64803358
Variance	14190.391
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1127.17	24	< 0.1%
1129.76	23	< 0.1%
1128.07	22	< 0.1%
1123.63	22	< 0.1%
1132.93	21	< 0.1%
1128.97	21	< 0.1%
1128.98	20	< 0.1%
1126.17	20	< 0.1%
1123.23	20	< 0.1%
1126.21	20	< 0.1%
Other values (15401)	53546	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1023.77	1	< 0.1%
1030.08	1	< 0.1%
1030.12	1	< 0.1%
1030.68	1	< 0.1%
1030.72	1	< 0.1%
1030.92	1	< 0.1%
1032.02	1	< 0.1%
1032.13	1	< 0.1%
1032.26	1	< 0.1%
1032.45	1	< 0.1%

Value	Count	Frequency (%)
1439.23	1	< 0.1%
1438.16	1	< 0.1%
1437.9	1	< 0.1%
1436.79	1	< 0.1%
1436.4	1	< 0.1%
1436.26	1	< 0.1%
1436.01	1	< 0.1%
1436	1	< 0.1%
1435.71	1	< 0.1%
1435.69	1	< 0.1%

Sensor Measure 5
Real number (ℝ)

HIGH CORRELATION

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.0319861

Minimum	3.91
Maximum	14.62
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	420.1 KiB

Quantile statistics

Minimum	3.91
5-th percentile	3.91
Q1	3.91
median	7.05
Q3	10.52
95-th percentile	14.62
Maximum	14.62
Range	10.71
Interquartile range (IQR)	6.61

Descriptive statistics

Standard deviation	3.6138388
Coefficient of variation (CV)	0.44993091
Kurtosis	-0.84908472
Mean	8.0319861
Median Absolute Deviation (MAD)	3.14
Skewness	0.53590548
Sum	431791.54
Variance	13.059831
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
3.91	13458	25.0%
9.35	8122	15.1%
10.52	8096	15.1%
14.62	8044	15.0%
5.48	8037	15.0%
7.05	8002	14.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.91	13458	25.0%
5.48	8037	15.0%
7.05	8002	14.9%
9.35	8122	15.1%
10.52	8096	15.1%
14.62	8044	15.0%

Value	Count	Frequency (%)
14.62	8044	15.0%
10.52	8096	15.1%
9.35	8122	15.1%
7.05	8002	14.9%
5.48	8037	15.0%
3.91	13458	25.0%

Sensor Measure 6
Real number (ℝ)

HIGH CORRELATION

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.600746

Minimum	5.71
Maximum	21.61
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	420.1 KiB

Quantile statistics

Minimum	5.71
5-th percentile	5.71
Q1	5.72
median	9.03
Q3	15.49
95-th percentile	21.61
Maximum	21.61
Range	15.9
Interquartile range (IQR)	9.77

Descriptive statistics

Standard deviation	5.4318016
Coefficient of variation (CV)	0.46822865
Kurtosis	-0.85066519
Mean	11.600746
Median Absolute Deviation (MAD)	3.32
Skewness	0.62213803
Sum	623644.5
Variance	29.504469
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
21.61	7908	14.7%
5.72	7859	14.6%
8	7799	14.5%
9.03	6202	11.5%
5.71	5599	10.4%
15.49	5436	10.1%
13.66	5375	10.0%
13.65	2745	5.1%
15.5	2660	4.9%
9.02	1796	3.3%
Other values (4)	380	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.71	5599	10.4%
5.72	7859	14.6%
8	7799	14.5%
8.01	238	0.4%
9.02	1796	3.3%
9.03	6202	11.5%
9.04	4	< 0.1%
13.65	2745	5.1%
13.66	5375	10.0%
13.67	2	< 0.1%

Value	Count	Frequency (%)
21.61	7908	14.7%
21.6	136	0.3%
15.5	2660	4.9%
15.49	5436	10.1%
13.67	2	< 0.1%
13.66	5375	10.0%
13.65	2745	5.1%
9.04	4	< 0.1%
9.03	6202	11.5%
9.02	1796	3.3%

Sensor Measure 7
Real number (ℝ)

HIGH CORRELATION

Distinct	2067
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	282.60679

Minimum	136.8
Maximum	555.82
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	420.1 KiB

Quantile statistics

Minimum	136.8
5-th percentile	138.25
Q1	139.935
median	194.66
Q3	394.08
95-th percentile	553.79
Maximum	555.82
Range	419.02
Interquartile range (IQR)	254.145

Descriptive statistics

Standard deviation	146.00531
Coefficient of variation (CV)	0.51663765
Kurtosis	-0.87642236
Mean	282.60679
Median Absolute Deviation (MAD)	56.42
Skewness	0.69666673
Sum	15192658
Variance	21317.549
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
138.61	146	0.3%
138.56	139	0.3%
138.6	138	0.3%
138.81	136	0.3%
138.58	130	0.2%
138.42	129	0.2%
138.68	127	0.2%
138.72	127	0.2%
138.52	127	0.2%
138.63	126	0.2%
Other values (2057)	52434	97.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
136.8	1	< 0.1%
136.99	1	< 0.1%
137.11	1	< 0.1%
137.14	1	< 0.1%
137.15	2	< 0.1%
137.18	2	< 0.1%
137.19	1	< 0.1%
137.2	1	< 0.1%
137.22	1	< 0.1%
137.26	1	< 0.1%

Value	Count	Frequency (%)
555.82	2	< 0.1%
555.59	1	< 0.1%
555.56	1	< 0.1%
555.54	2	< 0.1%
555.49	1	< 0.1%
555.45	1	< 0.1%
555.43	1	< 0.1%
555.42	1	< 0.1%
555.41	1	< 0.1%
555.39	1	< 0.1%

Sensor Measure 8
Real number (ℝ)

HIGH CORRELATION

Distinct	897
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2228.8792

Minimum	1914.77
Maximum	2388.39
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	420.1 KiB

Quantile statistics

Minimum	1914.77
5-th percentile	1915.3
Q1	2211.88
median	2223.07
Q3	2323.96
95-th percentile	2388.13
Maximum	2388.39
Range	473.62
Interquartile range (IQR)	112.08

Descriptive statistics

Standard deviation	145.20982
Coefficient of variation (CV)	0.065149254
Kurtosis	0.49908063
Mean	2228.8792
Median Absolute Deviation (MAD)	95.92
Skewness	-1.2221101
Sum	1.1982232 × 10⁸
Variance	21085.891
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2323.99	459	0.9%
2388.06	455	0.8%
2388.09	448	0.8%
2323.95	443	0.8%
2323.96	442	0.8%
2388.08	442	0.8%
2323.98	442	0.8%
2323.97	438	0.8%
2388.13	436	0.8%
2388.07	436	0.8%
Other values (887)	49318	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1914.77	1	< 0.1%
1914.78	1	< 0.1%
1914.79	2	< 0.1%
1914.82	1	< 0.1%
1914.83	2	< 0.1%
1914.85	2	< 0.1%
1914.86	1	< 0.1%
1914.87	4	< 0.1%
1914.88	2	< 0.1%
1914.89	4	< 0.1%

Value	Count	Frequency (%)
2388.39	1	< 0.1%
2388.36	2	< 0.1%
2388.35	1	< 0.1%
2388.34	5	< 0.1%
2388.33	8	< 0.1%
2388.32	16	< 0.1%
2388.31	14	< 0.1%
2388.3	25	< 0.1%
2388.29	22	< 0.1%
2388.28	35	0.1%

Sensor Measure 9
Real number (ℝ)

HIGH CORRELATION

Distinct	22434
Distinct (%)	41.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8525.2008

Minimum	7985.56
Maximum	9215.66
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	420.1 KiB

Quantile statistics

Minimum	7985.56
5-th percentile	8009.17
Q1	8321.66
median	8361.2
Q3	8778.03
95-th percentile	9064.341
Maximum	9215.66
Range	1230.1
Interquartile range (IQR)	456.37

Descriptive statistics

Standard deviation	335.81201
Coefficient of variation (CV)	0.03939051
Kurtosis	-1.0962285
Mean	8525.2008
Median Absolute Deviation (MAD)	350.94
Skewness	0.12933397
Sum	4.5830627 × 10⁸
Variance	112769.71
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8356	13	< 0.1%
8325.08	13	< 0.1%
8723.85	13	< 0.1%
8328.22	12	< 0.1%
8008.46	12	< 0.1%
8319.11	12	< 0.1%
8327.12	12	< 0.1%
8322.18	12	< 0.1%
8316.61	11	< 0.1%
8328.05	11	< 0.1%
Other values (22424)	53638	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7985.56	1	< 0.1%
7988.08	1	< 0.1%
7989.12	1	< 0.1%
7989.23	1	< 0.1%
7990.09	1	< 0.1%
7990.32	1	< 0.1%
7990.36	1	< 0.1%
7990.6	1	< 0.1%
7990.89	1	< 0.1%
7991.06	1	< 0.1%

Value	Count	Frequency (%)
9215.66	1	< 0.1%
9196.29	1	< 0.1%
9194.59	1	< 0.1%
9194.55	1	< 0.1%
9193.96	1	< 0.1%
9187.47	1	< 0.1%
9186	1	< 0.1%
9184.36	1	< 0.1%
9184.35	1	< 0.1%
9184.23	1	< 0.1%

Sensor Measure 10
Real number (ℝ)

HIGH CORRELATION

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0949616

Minimum	0.93
Maximum	1.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	420.1 KiB

Quantile statistics

Minimum	0.93
5-th percentile	0.94
Q1	1.02
median	1.02
Q3	1.26
95-th percentile	1.3
Maximum	1.3
Range	0.37
Interquartile range (IQR)	0.24

Descriptive statistics

Standard deviation	0.12746885
Coefficient of variation (CV)	0.11641399
Kurtosis	-1.2019464
Mean	1.0949616
Median Absolute Deviation (MAD)	0.06
Skewness	0.60084575
Sum	58864.04
Variance	0.016248307
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
1.02	20852	38.8%
1.26	8093	15.1%
1.3	8044	15.0%
0.94	7939	14.8%
1.08	6279	11.7%
1.07	1843	3.4%
1.03	643	1.2%
0.93	63	0.1%
1.25	3	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.93	63	0.1%
0.94	7939	14.8%
1.02	20852	38.8%
1.03	643	1.2%
1.07	1843	3.4%
1.08	6279	11.7%
1.25	3	< 0.1%
1.26	8093	15.1%
1.3	8044	15.0%

Value	Count	Frequency (%)
1.3	8044	15.0%
1.26	8093	15.1%
1.25	3	< 0.1%
1.08	6279	11.7%
1.07	1843	3.4%
1.03	643	1.2%
1.02	20852	38.8%
0.94	7939	14.8%
0.93	63	0.1%

Sensor Measure 11
Real number (ℝ)

HIGH CORRELATION

Distinct	681
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.985172

Minimum	36.23
Maximum	48.51
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	420.1 KiB

Quantile statistics

Minimum	36.23
5-th percentile	36.7
Q1	41.91
median	42.39
Q3	45.35
95-th percentile	47.63
Maximum	48.51
Range	12.28
Interquartile range (IQR)	3.44

Descriptive statistics

Standard deviation	3.2323721
Coefficient of variation (CV)	0.075197373
Kurtosis	-0.32108848
Mean	42.985172
Median Absolute Deviation (MAD)	2.14
Skewness	-0.54559291
Sum	2310839.9
Variance	10.448229
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
41.97	379	0.7%
42.04	372	0.7%
42.07	371	0.7%
41.99	369	0.7%
41.92	363	0.7%
42.03	357	0.7%
41.96	355	0.7%
42.02	354	0.7%
42.01	354	0.7%
41.94	353	0.7%
Other values (671)	50132	93.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
36.23	1	< 0.1%
36.24	1	< 0.1%
36.25	1	< 0.1%
36.26	2	< 0.1%
36.27	1	< 0.1%
36.28	2	< 0.1%
36.29	4	< 0.1%
36.3	3	< 0.1%
36.31	3	< 0.1%
36.32	3	< 0.1%

Value	Count	Frequency (%)
48.51	1	< 0.1%
48.41	1	< 0.1%
48.4	1	< 0.1%
48.38	1	< 0.1%
48.37	1	< 0.1%
48.36	1	< 0.1%
48.35	1	< 0.1%
48.34	3	< 0.1%
48.33	1	< 0.1%
48.32	2	< 0.1%

Sensor Measure 12
Real number (ℝ)

HIGH CORRELATION

Distinct	1672
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	266.06903

Minimum	129.12
Maximum	523.37
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	420.1 KiB

Quantile statistics

Minimum	129.12
5-th percentile	130.27
Q1	131.52
median	183.2
Q3	371.26
95-th percentile	521.78
Maximum	523.37
Range	394.25
Interquartile range (IQR)	239.74

Descriptive statistics

Standard deviation	137.65951
Coefficient of variation (CV)	0.51738267
Kurtosis	-0.87566788
Mean	266.06903
Median Absolute Deviation (MAD)	52.94
Skewness	0.69786938
Sum	14303605
Variance	18950.14
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
130.57	174	0.3%
130.45	172	0.3%
130.59	169	0.3%
130.41	168	0.3%
130.65	166	0.3%
130.56	165	0.3%
130.52	163	0.3%
130.63	163	0.3%
130.71	161	0.3%
130.74	159	0.3%
Other values (1662)	52099	96.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
129.12	1	< 0.1%
129.24	1	< 0.1%
129.27	1	< 0.1%
129.31	1	< 0.1%
129.32	1	< 0.1%
129.33	1	< 0.1%
129.39	1	< 0.1%
129.4	1	< 0.1%
129.42	2	< 0.1%
129.45	5	< 0.1%

Value	Count	Frequency (%)
523.37	1	< 0.1%
523.32	1	< 0.1%
523.29	1	< 0.1%
523.18	1	< 0.1%
523.14	1	< 0.1%
523.13	1	< 0.1%
523.12	1	< 0.1%
523.11	1	< 0.1%
523.1	1	< 0.1%
523.09	1	< 0.1%

Sensor Measure 13
Real number (ℝ)

HIGH CORRELATION

Distinct	514
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2334.5573

Minimum	2027.61
Maximum	2390.48
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	420.1 KiB

Quantile statistics

Minimum	2027.61
5-th percentile	2028.2
Q1	2387.9
median	2388.08
Q3	2388.17
95-th percentile	2388.4
Maximum	2390.48
Range	362.87
Interquartile range (IQR)	0.27

Descriptive statistics

Standard deviation	128.06827
Coefficient of variation (CV)	0.054857627
Kurtosis	1.8933561
Mean	2334.5573
Median Absolute Deviation (MAD)	0.11
Skewness	-1.9731341
Sum	1.2550346 × 10⁸
Variance	16401.482
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2388.11	1602	3.0%
2388.08	1592	3.0%
2388.12	1588	3.0%
2388.1	1571	2.9%
2388.09	1560	2.9%
2388.07	1493	2.8%
2388.13	1449	2.7%
2388.14	1441	2.7%
2388.06	1424	2.6%
2388.15	1376	2.6%
Other values (504)	38663	71.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2027.61	1	< 0.1%
2027.64	1	< 0.1%
2027.65	1	< 0.1%
2027.66	1	< 0.1%
2027.67	2	< 0.1%
2027.69	2	< 0.1%
2027.71	1	< 0.1%
2027.72	1	< 0.1%
2027.73	3	< 0.1%
2027.74	3	< 0.1%

Value	Count	Frequency (%)
2390.48	1	< 0.1%
2390.39	1	< 0.1%
2390.38	1	< 0.1%
2390.32	1	< 0.1%
2390.27	1	< 0.1%
2390.24	1	< 0.1%
2390.23	1	< 0.1%
2390.21	1	< 0.1%
2390.2	1	< 0.1%
2390.19	1	< 0.1%

Sensor Measure 14
Real number (ℝ)

HIGH CORRELATION

Distinct	14905
Distinct (%)	27.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8066.5977

Minimum	7848.36
Maximum	8268.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	420.1 KiB

Quantile statistics

Minimum	7848.36
5-th percentile	7872.769
Q1	8062.14
median	8082.54
Q3	8127.195
95-th percentile	8149.442
Maximum	8268.5
Range	420.14
Interquartile range (IQR)	65.055

Descriptive statistics

Standard deviation	84.83795
Coefficient of variation (CV)	0.010517191
Kurtosis	0.93587119
Mean	8066.5977
Median Absolute Deviation (MAD)	28.89
Skewness	-1.4079677
Sum	4.3365222 × 10⁸
Variance	7197.4777
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8066.94	17	< 0.1%
8075.98	16	< 0.1%
8083.52	16	< 0.1%
8063.87	15	< 0.1%
8070.18	15	< 0.1%
8134.86	15	< 0.1%
8138.29	15	< 0.1%
8070.23	15	< 0.1%
8079.85	15	< 0.1%
8073.41	15	< 0.1%
Other values (14895)	53605	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7848.36	1	< 0.1%
7848.43	1	< 0.1%
7849.26	1	< 0.1%
7850.23	1	< 0.1%
7850.96	1	< 0.1%
7851.03	1	< 0.1%
7851.8	1	< 0.1%
7852.44	1	< 0.1%
7852.71	1	< 0.1%
7853.11	1	< 0.1%

Value	Count	Frequency (%)
8268.5	1	< 0.1%
8259.23	1	< 0.1%
8257.42	1	< 0.1%
8252.61	1	< 0.1%
8251.88	1	< 0.1%
8251.31	1	< 0.1%
8248.92	1	< 0.1%
8248.19	1	< 0.1%
8246.81	1	< 0.1%
8246.7	1	< 0.1%

Sensor Measure 15
Real number (ℝ)

HIGH CORRELATION

Distinct	8464
Distinct (%)	15.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.3296535

Minimum	8.3357
Maximum	11.0669
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	420.1 KiB

Quantile statistics

Minimum	8.3357
5-th percentile	8.4236
Q1	8.6778
median	9.3109
Q3	9.3869
95-th percentile	10.927
Maximum	11.0669
Range	2.7312
Interquartile range (IQR)	0.7091

Descriptive statistics

Standard deviation	0.74933549
Coefficient of variation (CV)	0.080317612
Kurtosis	0.38080056
Mean	9.3296535
Median Absolute Deviation (MAD)	0.1154
Skewness	1.0536468
Sum	501552.84
Variance	0.56150368
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.3464	33	0.1%
9.3415	33	0.1%
9.3601	33	0.1%
9.37	32	0.1%
9.355	32	0.1%
9.3767	31	0.1%
9.3592	31	0.1%
9.3529	30	0.1%
9.351	30	0.1%
9.3716	29	0.1%
Other values (8454)	53445	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.3357	1	< 0.1%
8.3411	1	< 0.1%
8.3413	1	< 0.1%
8.3437	1	< 0.1%
8.3461	1	< 0.1%
8.3472	1	< 0.1%
8.3475	1	< 0.1%
8.3483	1	< 0.1%
8.3493	1	< 0.1%
8.3505	1	< 0.1%

Value	Count	Frequency (%)
11.0669	1	< 0.1%
11.0657	1	< 0.1%
11.0645	1	< 0.1%
11.0642	1	< 0.1%
11.0547	1	< 0.1%
11.0545	1	< 0.1%
11.0537	2	< 0.1%
11.0512	1	< 0.1%
11.0499	1	< 0.1%
11.0454	1	< 0.1%

Sensor Measure 16
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.1 MiB

0.02	35879
0.03	17880

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	215036
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.02
2nd row	0.02
3rd row	0.02
4th row	0.02
5th row	0.02

Common Values

Value	Count	Frequency (%)
0.02	35879	66.7%
0.03	17880	33.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.02	35879	66.7%
0.03	17880	33.3%

Most occurring characters

Value	Count	Frequency (%)
0	107518	50.0%
.	53759	25.0%
2	35879	16.7%
3	17880	8.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	215036	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	107518	50.0%
.	53759	25.0%
2	35879	16.7%
3	17880	8.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	215036	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	107518	50.0%
.	53759	25.0%
2	35879	16.7%
3	17880	8.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	215036	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	107518	50.0%
.	53759	25.0%
2	35879	16.7%
3	17880	8.3%

Sensor Measure 17
Real number (ℝ)

HIGH CORRELATION

Distinct	53
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	348.30951

Minimum	303
Maximum	399
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	420.1 KiB

Quantile statistics

Minimum	303
5-th percentile	307
Q1	331
median	335
Q3	369
95-th percentile	394
Maximum	399
Range	96
Interquartile range (IQR)	38

Descriptive statistics

Standard deviation	27.754515
Coefficient of variation (CV)	0.079683484
Kurtosis	-1.1319951
Mean	348.30951
Median Absolute Deviation (MAD)	28
Skewness	0.17996401
Sum	18724771
Variance	770.31313
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
331	4027	7.5%
332	3269	6.1%
330	3245	6.0%
333	3094	5.8%
334	2913	5.4%
307	2473	4.6%
369	2369	4.4%
365	2247	4.2%
393	2195	4.1%
308	2006	3.7%
Other values (43)	25921	48.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
303	2	< 0.1%
304	50	0.1%
305	444	0.8%
306	1576	2.9%
307	2473	4.6%
308	2006	3.7%
309	1041	1.9%
310	328	0.6%
311	75	0.1%
312	6	< 0.1%

Value	Count	Frequency (%)
399	1	< 0.1%
398	34	0.1%
397	164	0.3%
396	421	0.8%
395	886	1.6%
394	1597	3.0%
393	2195	4.1%
392	1806	3.4%
391	769	1.4%
390	162	0.3%

Sensor Measure 18
Real number (ℝ)

HIGH CORRELATION

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2228.8064

Minimum	1915
Maximum	2388
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	420.1 KiB

Quantile statistics

Minimum	1915
5-th percentile	1915
Q1	2212
median	2223
Q3	2324
95-th percentile	2388
Maximum	2388
Range	473
Interquartile range (IQR)	112

Descriptive statistics

Standard deviation	145.32798
Coefficient of variation (CV)	0.065204399
Kurtosis	0.50184604
Mean	2228.8064
Median Absolute Deviation (MAD)	96
Skewness	-1.223926
Sum	1.198184 × 10⁸
Variance	21120.222
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
2212	13458	25.0%
2324	8122	15.1%
2319	8096	15.1%
2388	8044	15.0%
2223	8037	15.0%
1915	8002	14.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1915	8002	14.9%
2212	13458	25.0%
2223	8037	15.0%
2319	8096	15.1%
2324	8122	15.1%
2388	8044	15.0%

Value	Count	Frequency (%)
2388	8044	15.0%
2324	8122	15.1%
2319	8096	15.1%
2223	8037	15.0%
2212	13458	25.0%
1915	8002	14.9%

Sensor Measure 19
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

100.0	45757
84.93	8002

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Characters and Unicode

Total characters	268795
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	100.0
2nd row	100.0
3rd row	84.93
4th row	100.0
5th row	84.93

Common Values

Value	Count	Frequency (%)
100.0	45757	85.1%
84.93	8002	14.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
100.0	45757	85.1%
84.93	8002	14.9%

Most occurring characters

Value	Count	Frequency (%)
0	137271	51.1%
.	53759	20.0%
1	45757	17.0%
8	8002	3.0%
4	8002	3.0%
9	8002	3.0%
3	8002	3.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	268795	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	137271	51.1%
.	53759	20.0%
1	45757	17.0%
8	8002	3.0%
4	8002	3.0%
9	8002	3.0%
3	8002	3.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	268795	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	137271	51.1%
.	53759	20.0%
1	45757	17.0%
8	8002	3.0%
4	8002	3.0%
9	8002	3.0%
3	8002	3.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	268795	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	137271	51.1%
.	53759	20.0%
1	45757	17.0%
8	8002	3.0%
4	8002	3.0%
9	8002	3.0%
3	8002	3.0%

Sensor Measure 20
Real number (ℝ)

HIGH CORRELATION

Distinct	510
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.789296

Minimum	10.18
Maximum	39.34
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	420.1 KiB

Quantile statistics

Minimum	10.18
5-th percentile	10.5
Q1	10.91
median	14.88
Q3	28.47
95-th percentile	38.91
Maximum	39.34
Range	29.16
Interquartile range (IQR)	17.56

Descriptive statistics

Standard deviation	9.8693312
Coefficient of variation (CV)	0.47473138
Kurtosis	-0.93847649
Mean	20.789296
Median Absolute Deviation (MAD)	4.39
Skewness	0.64004021
Sum	1117611.8
Variance	97.403698
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.59	515	1.0%
10.6	504	0.9%
10.61	500	0.9%
10.58	488	0.9%
10.57	481	0.9%
10.55	472	0.9%
10.62	471	0.9%
10.56	462	0.9%
10.53	461	0.9%
10.64	461	0.9%
Other values (500)	48944	91.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10.18	1	< 0.1%
10.19	1	< 0.1%
10.2	1	< 0.1%
10.21	1	< 0.1%
10.22	1	< 0.1%
10.23	3	< 0.1%
10.24	3	< 0.1%
10.26	4	< 0.1%
10.27	5	< 0.1%
10.28	12	< 0.1%

Value	Count	Frequency (%)
39.34	1	< 0.1%
39.32	1	< 0.1%
39.31	1	< 0.1%
39.27	4	< 0.1%
39.26	4	< 0.1%
39.25	5	< 0.1%
39.24	5	< 0.1%
39.23	4	< 0.1%
39.22	10	< 0.1%
39.21	10	< 0.1%

Sensor Measure 21
Real number (ℝ)

HIGH CORRELATION

Distinct	17837
Distinct (%)	33.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.473423

Minimum	6.0105
Maximum	23.5901
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	420.1 KiB

Quantile statistics

Minimum	6.0105
5-th percentile	6.2976
Q1	6.5463
median	8.9292
Q3	17.0832
95-th percentile	23.3424
Maximum	23.5901
Range	17.5796
Interquartile range (IQR)	10.5369

Descriptive statistics

Standard deviation	5.9216152
Coefficient of variation (CV)	0.4747386
Kurtosis	-0.93862637
Mean	12.473423
Median Absolute Deviation (MAD)	2.6327
Skewness	0.63992468
Sum	670558.73
Variance	35.065527
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.3596	18	< 0.1%
6.3664	17	< 0.1%
6.3493	17	< 0.1%
6.335	17	< 0.1%
6.3539	15	< 0.1%
6.3889	15	< 0.1%
6.3561	15	< 0.1%
6.3873	15	< 0.1%
6.313	15	< 0.1%
6.3662	15	< 0.1%
Other values (17827)	53600	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.0105	1	< 0.1%
6.0804	1	< 0.1%
6.0918	1	< 0.1%
6.1376	1	< 0.1%
6.1461	1	< 0.1%
6.1509	1	< 0.1%
6.1559	1	< 0.1%
6.1562	1	< 0.1%
6.157	1	< 0.1%
6.1584	1	< 0.1%

Value	Count	Frequency (%)
23.5901	1	< 0.1%
23.5755	1	< 0.1%
23.5744	1	< 0.1%
23.5651	1	< 0.1%
23.5613	1	< 0.1%
23.5515	1	< 0.1%
23.5484	2	< 0.1%
23.548	1	< 0.1%
23.5477	1	< 0.1%
23.5474	1	< 0.1%

RUL
Real number (ℝ)

HIGH CORRELATION

Distinct	378
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	109.15475

Minimum	1
Maximum	378
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	420.1 KiB

Quantile statistics

Minimum	1
5-th percentile	11
Q1	52
median	104
Q3	157
95-th percentile	231
Maximum	378
Range	377
Interquartile range (IQR)	105

Descriptive statistics

Standard deviation	69.180569
Coefficient of variation (CV)	0.63378434
Kurtosis	-0.22701327
Mean	109.15475
Median Absolute Deviation (MAD)	52
Skewness	0.50086424
Sum	5868050
Variance	4785.9511
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	260	0.5%
39	260	0.5%
55	260	0.5%
54	260	0.5%
53	260	0.5%
52	260	0.5%
51	260	0.5%
50	260	0.5%
49	260	0.5%
48	260	0.5%
Other values (368)	51159	95.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	260	0.5%
2	260	0.5%
3	260	0.5%
4	260	0.5%
5	260	0.5%
6	260	0.5%
7	260	0.5%
8	260	0.5%
9	260	0.5%
10	260	0.5%

Value	Count	Frequency (%)
378	1	< 0.1%
377	1	< 0.1%
376	1	< 0.1%
375	1	< 0.1%
374	1	< 0.1%
373	1	< 0.1%
372	1	< 0.1%
371	1	< 0.1%
370	1	< 0.1%
369	1	< 0.1%

Auto

Heatmap
Table

	Cycle	Operation Setting 1	Operation Setting 2	Operation Setting 3	RUL	Sensor Measure 1	Sensor Measure 10	Sensor Measure 11	Sensor Measure 12	Sensor Measure 13	Sensor Measure 14	Sensor Measure 15	Sensor Measure 16	Sensor Measure 17	Sensor Measure 18	Sensor Measure 19	Sensor Measure 2	Sensor Measure 20	Sensor Measure 21	Sensor Measure 3	Sensor Measure 4	Sensor Measure 5	Sensor Measure 6	Sensor Measure 7	Sensor Measure 8	Sensor Measure 9	UnitNumber
Cycle	1.000	-0.001	-0.001	0.014	-0.783	0.000	-0.006	0.146	-0.069	0.295	0.123	0.139	0.073	0.104	-0.003	0.014	0.088	-0.066	-0.065	0.101	0.143	0.000	0.044	-0.066	0.067	0.089	0.013
Operation Setting 1	-0.001	1.000	0.887	1.000	0.002	-0.942	-0.754	-0.709	-0.928	-0.207	-0.400	0.749	0.941	-0.766	-0.743	1.000	-0.730	-0.928	-0.928	-0.765	-0.739	-0.984	-0.974	-0.928	-0.730	-0.763	-0.004
Operation Setting 2	-0.001	0.887	1.000	1.000	0.002	-0.818	-0.603	-0.582	-0.772	-0.030	-0.383	0.578	0.941	-0.580	-0.507	1.000	-0.499	-0.772	-0.772	-0.579	-0.582	-0.901	-0.893	-0.772	-0.499	-0.579	-0.005
Operation Setting 3	0.014	1.000	1.000	1.000	0.004	0.038	0.639	0.617	0.254	0.617	0.617	-0.617	0.295	0.617	0.627	1.000	0.617	0.254	0.254	0.617	0.617	0.038	0.038	0.254	0.617	0.617	0.005
RUL	-0.783	0.002	0.002	0.004	1.000	-0.002	0.006	-0.170	0.081	-0.247	-0.074	-0.161	0.093	-0.119	0.001	0.004	-0.102	0.073	0.072	-0.116	-0.165	-0.002	-0.046	0.077	-0.056	-0.065	0.013
Sensor Measure 1	0.000	-0.942	-0.818	0.038	-0.002	1.000	0.723	0.679	0.901	0.199	0.264	-0.717	0.941	0.739	0.797	1.000	0.784	0.901	0.901	0.738	0.710	0.957	0.949	0.901	0.784	0.736	0.000
Sensor Measure 10	-0.006	-0.754	-0.603	0.639	0.006	0.723	1.000	0.956	0.832	0.519	0.760	-0.956	0.950	0.958	0.930	1.000	0.914	0.831	0.831	0.957	0.957	0.767	0.760	0.832	0.916	0.959	0.004
Sensor Measure 11	0.146	-0.709	-0.582	0.617	-0.170	0.679	0.956	1.000	0.748	0.507	0.748	-0.858	0.957	0.941	0.878	1.000	0.892	0.751	0.751	0.939	0.970	0.721	0.724	0.749	0.867	0.915	0.020
Sensor Measure 12	-0.069	-0.928	-0.772	0.254	0.081	0.901	0.832	0.748	1.000	0.325	0.483	-0.864	0.941	0.854	0.851	0.513	0.824	0.977	0.978	0.853	0.801	0.943	0.930	0.979	0.834	0.865	-0.003
Sensor Measure 13	0.295	-0.207	-0.030	0.617	-0.247	0.199	0.519	0.507	0.325	1.000	0.566	-0.495	0.295	0.548	0.514	1.000	0.533	0.315	0.316	0.546	0.529	0.210	0.238	0.322	0.622	0.617	-0.006
Sensor Measure 14	0.123	-0.400	-0.383	0.617	-0.074	0.264	0.760	0.748	0.483	0.566	1.000	-0.708	0.843	0.701	0.557	1.000	0.553	0.476	0.477	0.700	0.724	0.407	0.413	0.482	0.587	0.760	-0.005
Sensor Measure 15	0.139	0.749	0.578	-0.617	-0.161	-0.717	-0.956	-0.858	-0.864	-0.495	-0.708	1.000	0.929	-0.913	-0.918	1.000	-0.878	-0.860	-0.860	-0.913	-0.880	-0.761	-0.746	-0.862	-0.902	-0.937	0.008
Sensor Measure 16	0.073	0.941	0.941	0.295	0.093	0.941	0.950	0.957	0.941	0.295	0.843	0.929	1.000	0.812	0.682	0.295	0.681	0.793	0.793	0.811	0.814	0.815	0.813	0.792	0.680	0.804	0.011
Sensor Measure 17	0.104	-0.766	-0.580	0.617	-0.119	0.739	0.958	0.941	0.854	0.548	0.701	-0.913	0.812	1.000	0.938	1.000	0.942	0.856	0.856	0.979	0.967	0.779	0.779	0.855	0.930	0.965	0.014
Sensor Measure 18	-0.003	-0.743	-0.507	0.627	0.001	0.797	0.930	0.878	0.851	0.514	0.557	-0.918	0.682	0.938	1.000	1.000	0.984	0.851	0.851	0.937	0.909	0.755	0.748	0.851	0.984	0.935	0.003
Sensor Measure 19	0.014	1.000	1.000	1.000	0.004	1.000	1.000	1.000	0.513	1.000	1.000	1.000	0.295	1.000	1.000	1.000	0.617	0.254	0.254	0.617	0.617	0.038	0.038	0.254	0.617	0.617	0.005
Sensor Measure 2	0.088	-0.730	-0.499	0.617	-0.102	0.784	0.914	0.892	0.824	0.533	0.553	-0.878	0.681	0.942	0.984	0.617	1.000	0.826	0.825	0.941	0.922	0.743	0.742	0.825	0.973	0.927	0.009
Sensor Measure 20	-0.066	-0.928	-0.772	0.254	0.073	0.901	0.831	0.751	0.977	0.315	0.476	-0.860	0.793	0.856	0.851	0.254	0.826	1.000	0.976	0.855	0.804	0.943	0.930	0.977	0.832	0.861	-0.002
Sensor Measure 21	-0.065	-0.928	-0.772	0.254	0.072	0.901	0.831	0.751	0.978	0.316	0.477	-0.860	0.793	0.856	0.851	0.254	0.825	0.976	1.000	0.855	0.804	0.943	0.930	0.977	0.832	0.861	-0.002
Sensor Measure 3	0.101	-0.765	-0.579	0.617	-0.116	0.738	0.957	0.939	0.853	0.546	0.700	-0.913	0.811	0.979	0.937	0.617	0.941	0.855	0.855	1.000	0.965	0.778	0.778	0.854	0.929	0.964	0.013
Sensor Measure 4	0.143	-0.739	-0.582	0.617	-0.165	0.710	0.957	0.970	0.801	0.529	0.724	-0.880	0.814	0.967	0.909	0.617	0.922	0.804	0.804	0.965	1.000	0.752	0.755	0.803	0.899	0.943	0.018
Sensor Measure 5	0.000	-0.984	-0.901	0.038	-0.002	0.957	0.767	0.721	0.943	0.210	0.407	-0.761	0.815	0.779	0.755	0.038	0.743	0.943	0.943	0.778	0.752	1.000	0.991	0.943	0.743	0.776	0.003
Sensor Measure 6	0.044	-0.974	-0.893	0.038	-0.046	0.949	0.760	0.724	0.930	0.238	0.413	-0.746	0.813	0.779	0.748	0.038	0.742	0.930	0.930	0.778	0.755	0.991	1.000	0.930	0.743	0.777	0.005
Sensor Measure 7	-0.066	-0.928	-0.772	0.254	0.077	0.901	0.832	0.749	0.979	0.322	0.482	-0.862	0.792	0.855	0.851	0.254	0.825	0.977	0.977	0.854	0.803	0.943	0.930	1.000	0.834	0.864	-0.003
Sensor Measure 8	0.067	-0.730	-0.499	0.617	-0.056	0.784	0.916	0.867	0.834	0.622	0.587	-0.902	0.680	0.930	0.984	0.617	0.973	0.832	0.832	0.929	0.899	0.743	0.743	0.834	1.000	0.946	0.000
Sensor Measure 9	0.089	-0.763	-0.579	0.617	-0.065	0.736	0.959	0.915	0.865	0.617	0.760	-0.937	0.804	0.965	0.935	0.617	0.927	0.861	0.861	0.964	0.943	0.776	0.777	0.864	0.946	1.000	-0.000
UnitNumber	0.013	-0.004	-0.005	0.005	0.013	0.000	0.004	0.020	-0.003	-0.006	-0.005	0.008	0.011	0.014	0.003	0.005	0.009	-0.002	-0.002	0.013	0.018	0.003	0.005	-0.003	0.000	-0.000	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	UnitNumber	Cycle	Operation Setting 1	Operation Setting 2	Operation Setting 3	Sensor Measure 1	Sensor Measure 2	Sensor Measure 3	Sensor Measure 4	Sensor Measure 5	Sensor Measure 6	Sensor Measure 7	Sensor Measure 8	Sensor Measure 9	Sensor Measure 10	Sensor Measure 11	Sensor Measure 12	Sensor Measure 13	Sensor Measure 14	Sensor Measure 15	Sensor Measure 16	Sensor Measure 17	Sensor Measure 18	Sensor Measure 19	Sensor Measure 20	Sensor Measure 21	RUL
0	1	1	34.9983	0.8400	100.0	449.44	555.32	1358.61	1137.23	5.48	8.00	194.64	2222.65	8341.91	1.02	42.02	183.06	2387.72	8048.56	9.3461	0.02	334	2223	100.00	14.73	8.8071	149
1	1	2	41.9982	0.8408	100.0	445.00	549.90	1353.22	1125.78	3.91	5.71	138.51	2211.57	8303.96	1.02	42.20	130.42	2387.66	8072.30	9.3774	0.02	330	2212	100.00	10.41	6.2665	148
2	1	3	24.9988	0.6218	60.0	462.54	537.31	1256.76	1047.45	7.05	9.02	175.71	1915.11	8001.42	0.94	36.69	164.22	2028.03	7864.87	10.8941	0.02	309	1915	84.93	14.08	8.6723	147
3	1	4	42.0077	0.8416	100.0	445.00	549.51	1354.03	1126.38	3.91	5.71	138.46	2211.58	8303.96	1.02	41.96	130.72	2387.61	8068.66	9.3528	0.02	329	2212	100.00	10.59	6.4701	146
4	1	5	25.0005	0.6203	60.0	462.54	537.07	1257.71	1047.93	7.05	9.03	175.05	1915.10	7993.23	0.94	36.89	164.31	2028.00	7861.23	10.8963	0.02	309	1915	84.93	14.13	8.5286	145
5	1	6	25.0045	0.6205	60.0	462.54	537.02	1266.38	1048.72	7.05	9.03	175.17	1915.15	7996.10	0.94	36.78	164.27	2028.01	7868.87	10.8912	0.02	306	1915	84.93	14.28	8.5590	144
6	1	7	42.0043	0.8409	100.0	445.00	549.74	1347.45	1127.19	3.91	5.71	138.71	2211.62	8307.75	1.02	42.19	130.49	2387.69	8075.54	9.3753	0.02	330	2212	100.00	10.62	6.4227	143
7	1	8	20.0020	0.7002	100.0	491.19	607.44	1481.69	1252.36	9.35	13.65	334.41	2323.87	8709.12	1.08	44.27	315.11	2387.99	8049.26	9.2369	0.02	365	2324	100.00	24.33	14.7989	142
8	1	9	41.9995	0.8407	100.0	445.00	549.33	1348.23	1127.45	3.91	5.71	138.06	2211.61	8312.33	1.02	42.30	130.97	2387.62	8065.78	9.3878	0.02	331	2212	100.00	10.69	6.3802	141
9	1	10	42.0011	0.8400	100.0	445.00	549.33	1356.40	1127.11	3.91	5.71	138.70	2211.56	8302.31	1.02	42.02	130.50	2387.62	8069.11	9.3957	0.02	329	2212	100.00	10.57	6.2847	140

	UnitNumber	Cycle	Operation Setting 1	Operation Setting 2	Operation Setting 3	Sensor Measure 1	Sensor Measure 2	Sensor Measure 3	Sensor Measure 4	Sensor Measure 5	Sensor Measure 6	Sensor Measure 7	Sensor Measure 8	Sensor Measure 9	Sensor Measure 10	Sensor Measure 11	Sensor Measure 12	Sensor Measure 13	Sensor Measure 14	Sensor Measure 15	Sensor Measure 16	Sensor Measure 17	Sensor Measure 18	Sensor Measure 19	Sensor Measure 20	Sensor Measure 21	RUL
53749	260	307	0.0001	0.0000	100.0	518.67	643.23	1598.43	1428.33	14.62	21.61	551.75	2388.12	9186.00	1.30	48.12	519.87	2388.09	8237.52	8.5246	0.03	395	2388	100.00	38.82	23.1135	10
53750	260	308	25.0064	0.6200	60.0	462.54	537.00	1265.57	1062.83	7.05	9.03	175.85	1917.16	8105.08	0.94	37.22	164.21	2030.10	7961.47	11.0645	0.02	309	1915	84.93	14.28	8.4947	9
53751	260	309	42.0076	0.8415	100.0	445.00	550.75	1372.11	1144.78	3.91	5.72	139.48	2213.75	8437.70	1.03	42.72	130.80	2389.94	8191.45	9.3880	0.02	334	2212	100.00	10.59	6.3241	8
53752	260	310	10.0008	0.2513	100.0	489.05	605.35	1519.89	1329.37	10.52	15.50	392.55	2319.17	8902.52	1.26	46.02	370.98	2388.43	8240.41	8.7352	0.03	373	2319	100.00	28.36	16.9443	7
53753	260	311	0.0015	0.0010	100.0	518.67	644.15	1604.81	1427.53	14.62	21.61	552.02	2388.13	9184.23	1.30	48.14	520.58	2388.14	8246.20	8.5303	0.03	396	2388	100.00	38.46	23.1252	6
53754	260	312	20.0037	0.7000	100.0	491.19	608.79	1495.60	1269.51	9.35	13.66	334.00	2324.92	8852.27	1.07	44.72	314.05	2389.02	8169.64	9.3035	0.03	369	2324	100.00	24.36	14.5189	5
53755	260	313	10.0022	0.2510	100.0	489.05	605.81	1514.32	1324.12	10.52	15.50	392.46	2319.17	8915.86	1.26	46.08	371.22	2388.42	8245.36	8.7586	0.03	374	2319	100.00	28.10	16.9454	4
53756	260	314	25.0041	0.6200	60.0	462.54	537.48	1276.24	1057.92	7.05	9.04	175.11	1917.37	8114.33	0.94	37.14	163.74	2030.33	7971.25	11.0657	0.02	310	1915	84.93	14.19	8.5503	3
53757	260	315	25.0033	0.6220	60.0	462.54	537.84	1272.95	1066.30	7.05	9.04	174.81	1917.36	8112.63	0.94	37.32	164.37	2030.35	7972.47	11.0537	0.02	311	1915	84.93	14.05	8.3729	2
53758	260	316	35.0036	0.8400	100.0	449.44	556.64	1374.61	1145.52	5.48	8.01	194.33	2225.12	8478.44	1.02	42.50	183.09	2390.38	8185.35	9.3998	0.02	338	2223	100.00	14.75	8.8446	1

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample